K-means Clustering Using R A Case Study of Market Segmentation

被引:5
作者
Phan Duy Hung [1 ]
Nguyen Duc Ngoc [1 ]
Tran Duc Hanh [1 ]
机构
[1] FPT Univ, Hanoi, Vietnam
来源
PROCEEDINGS OF THE 2019 5TH INTERNATIONAL CONFERENCE ON E-BUSINESS AND APPLICATIONS (ICEBA 2019) | 2019年
关键词
Market segmentation; Clustering; K-means; Black Friday; Machine learning; RESPIRATORY WAVE-FORM;
D O I
10.1145/3317614.3317626
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In recent years, machine learning is widely used to support human decision making in several related scientific areas such as medical, biological, image processing and so on. However in market classification, marketing segmentation is facing numerous challenges in defining specific target customer zones to help enterprises launching their marketing strategies. On the other hand, modem technologies and programming languages are providing support for statistical estimations and graphic visualizations, especially in the R language. In this paper, a k-means machine learning (ML) algorithm with an R language implementation is utilized for marketing segmentation in a specific case study of Black Friday for determining potential customer zones to make reasonable marketing strategies.
引用
收藏
页码:100 / 104
页数:5
相关论文
共 20 条
  • [1] [Anonymous], P 3 INT C MACH LEARN
  • [2] [Anonymous], PATTERN RECOGNITION
  • [3] Support vector clustering
    Ben-Hur, A
    Horn, D
    Siegelmann, HT
    Vapnik, V
    [J]. JOURNAL OF MACHINE LEARNING RESEARCH, 2002, 2 (02) : 125 - 137
  • [4] Improved market segmentation by fuzzifying crisp clusters: A case study of the energy market in Spain
    Casabayo, Monica
    Agell, Nuria
    Sanchez-Hernandez, German
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (03) : 1637 - 1643
  • [5] CORTES C, 1995, MACH LEARN, V20, P273, DOI 10.1023/A:1022627411411
  • [6] Image Segmentation using K-means Clustering Algorithm and Subtractive Clustering Algorithm
    Dhanachandra, Nameirakpam
    Manglem, Khumanthem
    Chanu, Yambem Jina
    [J]. ELEVENTH INTERNATIONAL CONFERENCE ON COMMUNICATION NETWORKS, ICCN 2015/INDIA ELEVENTH INTERNATIONAL CONFERENCE ON DATA MINING AND WAREHOUSING, ICDMW 2015/NDIA ELEVENTH INTERNATIONAL CONFERENCE ON IMAGE AND SIGNAL PROCESSING, ICISP 2015, 2015, 54 : 764 - 771
  • [7] Diep V. T, 2018, ICBRA 5 INT C BIOINF, P12
  • [8] Dolnicar S., 2018, Market Segmentation Analysis: Understanding It, Doing It, and Making It Useful, P3, DOI DOI 10.1007/978-981-10-8818-6
  • [9] Marketing segmentation using support vector clustering
    Huang, Jih-Jeng
    Tzeng, Gwo-Hshiung
    ong, Chorng-Shy Ong
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2007, 32 (02) : 313 - 317
  • [10] Estimation of respiratory waveform using an accelerometer
    Hung, P. D.
    Bonnet, S.
    Guillemaud, R.
    Castelli, E.
    Yen, P. T. N.
    [J]. 2008 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, VOLS 1-4, 2008, : 1493 - +